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  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "from pathlib import Path\n",
    "from sklearn.metrics import roc_auc_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "roc_dir = Path('./roc_curves')\n",
    "experiment_names = ['TangentConv_search_3L_16dim_12A_FIXED_binet_gc_subsamp50_epoch25',\n",
    "'TangentConv_search_3L_16dim_12A_FIXED_binet_gc_epoch28','masif']\n",
    "short_names = ['dmasif Sub-samp 50','dmasif Sub-samp 20','MaSIF']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "dmasif Sub-samp 50 0.8619284441342503\n",
      "dmasif Sub-samp 20 0.811592854419193\n",
      "MaSIF 0.8134732697686253\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2b49c0895590>"
      ]
     },
     "metadata": {},
     "execution_count": 14
    },
    {
     "output_type": "display_data",
     "data": {
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91.746773 79.543509 \nL 91.857739 79.426789 \nL 91.968705 79.315877 \nL 92.079671 79.206083 \nL 92.179791 79.095841 \nL 92.290757 78.983925 \nL 92.402557 78.873906 \nL 92.513523 78.777292 \nL 92.634501 78.666492 \nL 92.745467 78.561165 \nL 92.848923 78.450253 \nL 92.959055 78.341687 \nL 93.072524 78.230776 \nL 93.182656 78.110258 \nL 93.308639 77.999347 \nL 93.419605 77.891451 \nL 93.54392 77.780986 \nL 93.654052 77.666165 \nL 93.779202 77.555142 \nL 93.890167 77.455288 \nL 93.996962 77.345047 \nL 94.107928 77.237039 \nL 94.234746 77.126574 \nL 94.345712 77.017338 \nL 94.463352 76.906538 \nL 94.574318 76.822656 \nL 94.698633 76.711856 \nL 94.809599 76.618816 \nL 94.935583 76.508239 \nL 95.046549 76.381914 \nL 95.174202 76.273124 \nL 95.285167 76.162548 \nL 95.411151 76.053758 \nL 95.522117 75.960494 \nL 95.623906 75.850588 \nL 95.734871 75.739565 \nL 95.846672 75.628988 \nL 95.957638 75.507242 \nL 96.07945 75.396331 \nL 96.189581 75.298822 \nL 96.318903 75.188023 \nL 96.429868 75.076664 \nL 96.545006 74.967205 \nL 96.655972 74.858862 \nL 96.756926 74.749514 \nL 96.867892 74.644075 \nL 96.993876 74.534057 \nL 96.993876 74.533611 \nL 97.103173 74.445261 \nL 97.234997 74.334573 \nL 97.345963 74.237846 \nL 97.469444 74.127717 \nL 97.579575 74.02965 \nL 97.709731 73.919185 \nL 97.820697 73.826033 \nL 97.950018 73.715121 \nL 98.060984 73.615714 \nL 98.186968 73.505472 \nL 98.297934 73.39847 \nL 98.428089 73.28767 \nL 98.539055 73.189715 \nL 98.670045 73.078692 \nL 98.781011 72.993023 \nL 98.905326 72.882 \nL 99.016292 72.781475 \nL 99.146447 72.670452 \nL 99.257413 72.574619 \nL 99.38006 72.464489 \nL 99.491026 72.366646 \nL 99.627022 72.256069 \nL 99.737987 72.159343 \nL 99.868143 72.048543 \nL 99.979109 71.934616 \nL 100.101755 71.824374 \nL 100.212721 71.724967 \nL 100.327859 71.615061 \nL 100.327859 71.614726 \nL 100.438825 71.523137 \nL 100.580661 71.412672 \nL 100.691627 71.313042 \nL 100.796752 71.202242 \nL 100.90605 71.095239 \nL 101.050389 70.984439 \nL 101.161355 70.899441 \nL 101.332392 70.765074 \nL 101.443358 70.666448 \nL 101.558496 70.555425 \nL 101.669462 70.4654 \nL 101.802955 70.35594 \nL 101.91392 70.248268 \nL 102.024052 70.138026 \nL 102.135018 70.049789 \nL 102.259333 69.938989 \nL 102.370299 69.828859 \nL 102.49378 69.719176 \nL 102.603911 69.638533 \nL 102.604746 69.638533 \nL 102.773281 69.50506 \nL 102.884246 69.406546 \nL 103.026083 69.296975 \nL 103.137048 69.20237 \nL 103.290565 69.093916 \nL 103.290565 69.092687 \nL 103.401531 68.991493 \nL 103.550042 68.881922 \nL 103.660173 68.792567 \nL 103.802844 68.681991 \nL 103.912975 68.596657 \nL 104.060652 68.486527 \nL 104.171618 68.393933 \nL 104.313454 68.283803 \nL 104.42442 68.200145 \nL 104.567925 68.089345 \nL 104.678891 67.981896 \nL 104.819058 67.871766 \nL 104.930024 67.776603 \nL 105.07186 67.667926 \nL 105.182826 67.58315 \nL 105.326331 67.472462 \nL 105.437297 67.37931 \nL 105.569955 67.268398 \nL 105.679252 67.188091 \nL 105.826094 67.077961 \nL 105.93706 66.982798 \nL 106.061376 66.873003 \nL 106.171507 66.785324 \nL 106.331699 66.6762 \nL 106.442664 66.582042 \nL 106.569483 66.471689 \nL 106.680449 66.393168 \nL 106.819782 66.282257 \nL 106.930748 66.207422 \nL 107.042548 66.097739 \nL 107.153514 66.006932 \nL 107.315374 65.895909 \nL 107.42634 65.790359 \nL 107.593206 65.679894 \nL 107.704172 65.588417 \nL 107.846842 65.477952 \nL 107.957808 65.385247 \nL 108.111325 65.276234 \nL 108.222291 65.201288 \nL 108.385819 65.090376 \nL 108.496785 65.001245 \nL 108.646965 64.89078 \nL 108.757931 64.816169 \nL 108.903938 64.707044 \nL 109.014904 64.616907 \nL 109.17593 64.507671 \nL 109.286896 64.425688 \nL 109.446253 64.314665 \nL 109.557219 64.231677 \nL 109.70573 64.120765 \nL 109.815861 64.027836 \nL 109.970212 63.917036 \nL 110.081178 63.836729 \nL 110.223849 63.726375 \nL 110.334815 63.645845 \nL 110.500846 63.534821 \nL 110.611812 63.444014 \nL 110.779513 63.333215 \nL 110.890478 63.24453 \nL 111.032315 63.133618 \nL 111.143281 63.038344 \nL 111.302638 62.927432 \nL 111.412769 62.858182 \nL 111.572126 62.747494 \nL 111.682258 62.675005 \nL 111.839112 62.564205 \nL 111.950078 62.489147 \nL 112.10276 62.378906 \nL 112.213726 62.3053 \nL 112.382261 62.1945 \nL 112.493227 62.116091 \nL 112.662596 62.005514 \nL 112.773562 61.930792 \nL 112.944599 61.819768 \nL 113.055565 61.731195 \nL 113.214088 61.620172 \nL 113.325054 61.544556 \nL 113.489417 61.433644 \nL 113.598714 61.346858 \nL 113.777261 61.23617 \nL 113.888227 61.157873 \nL 114.047584 61.047073 \nL 114.15855 60.963973 \nL 114.333759 60.85295 \nL 114.444725 60.782248 \nL 114.591567 60.671336 \nL 114.702533 60.592369 \nL 114.863559 60.481346 \nL 114.974525 60.406958 \nL 115.127207 60.295934 \nL 115.238173 60.233498 \nL 115.401702 60.122698 \nL 115.512667 60.046746 \nL 115.689545 59.935946 \nL 115.800511 59.858543 \nL 115.946519 59.747743 \nL 116.057485 59.675477 \nL 116.241872 59.565348 \nL 116.352838 59.48638 \nL 116.520538 59.375357 \nL 116.631504 59.308118 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122.342494 55.644126 \nL 122.530218 55.533214 \nL 122.641184 55.472006 \nL 122.838086 55.360983 \nL 122.949052 55.293408 \nL 123.151794 55.182943 \nL 123.26276 55.115257 \nL 123.44965 55.004569 \nL 123.560616 54.94001 \nL 123.74834 54.828987 \nL 123.859306 54.767444 \nL 124.044528 54.657202 \nL 124.154659 54.582368 \nL 124.354064 54.471568 \nL 124.46503 54.400754 \nL 124.646914 54.289842 \nL 124.75788 54.230422 \nL 124.959788 54.119845 \nL 125.070754 54.054169 \nL 125.244294 53.944375 \nL 125.354426 53.875348 \nL 125.557168 53.764772 \nL 125.6673 53.698537 \nL 125.850018 53.587849 \nL 125.960984 53.528093 \nL 126.141199 53.418522 \nL 126.252165 53.364686 \nL 126.438221 53.254332 \nL 126.549187 53.187205 \nL 126.729402 53.076405 \nL 126.840368 53.01475 \nL 127.078152 52.904173 \nL 127.189118 52.82677 \nL 127.399369 52.71597 \nL 127.510335 52.644486 \nL 127.680538 52.53391 \nL 127.791504 52.463431 \nL 127.980897 52.352408 \nL 128.091029 52.295444 \nL 128.302114 52.186096 \nL 128.41308 52.115506 \nL 128.609148 52.005041 \nL 128.720114 51.942269 \nL 128.928696 51.831581 \nL 129.039662 51.772049 \nL 129.259091 51.662254 \nL 129.370057 51.592446 \nL 129.586148 51.482204 \nL 129.697114 51.415411 \nL 129.904862 51.304612 \nL 130.015828 51.245414 \nL 130.241097 51.134614 \nL 130.351229 51.064024 \nL 130.558143 50.953001 \nL 130.669109 50.897489 \nL 130.868514 50.787136 \nL 130.868514 50.786466 \nL 130.97948 50.724476 \nL 131.190565 50.613676 \nL 131.301531 50.545655 \nL 131.485084 50.434631 \nL 131.59605 50.385151 \nL 131.807969 50.274351 \nL 131.918935 50.210798 \nL 132.130855 50.100333 \nL 132.241821 50.034434 \nL 132.472096 49.92341 \nL 132.583062 49.857064 \nL 132.79081 49.746041 \nL 132.901776 49.690976 \nL 133.092838 49.580958 \nL 133.203804 49.511373 \nL 133.434913 49.400462 \nL 133.545879 49.349976 \nL 133.745284 49.239511 \nL 133.855416 49.185117 \nL 134.076513 49.07454 \nL 134.187479 49.000599 \nL 134.374369 48.889576 \nL 134.485335 48.824458 \nL 134.71561 48.71377 \nL 134.825742 48.653344 \nL 135.059354 48.542432 \nL 135.17032 48.481113 \nL 135.378903 48.370313 \nL 135.489034 48.308881 \nL 135.690108 48.19931 \nL 135.800239 48.143463 \nL 135.99881 48.032552 \nL 136.109776 47.972684 \nL 136.296666 47.861884 \nL 136.407632 47.803245 \nL 136.642078 47.692669 \nL 136.753044 47.640173 \nL 137.018361 47.529485 \nL 137.129327 47.465261 \nL 137.355431 47.354349 \nL 137.466397 47.299508 \nL 137.718364 47.189043 \nL 137.828496 47.136659 \nL 138.029569 47.026194 \nL 138.140535 46.9699 \nL 138.371645 46.858989 \nL 138.482611 46.803589 \nL 138.712051 46.692901 \nL 138.823017 46.645543 \nL 139.069145 46.534743 \nL 139.180111 46.476997 \nL 139.41122 46.366756 \nL 139.522186 46.314036 \nL 139.751627 46.203236 \nL 139.862593 46.14806 \nL 140.094536 46.038154 \nL 140.205502 45.977169 \nL 140.424097 45.866257 \nL 140.534228 45.813985 \nL 140.755326 45.703073 \nL 140.866292 45.64611 \nL 141.107413 45.535086 \nL 141.218379 45.481473 \nL 141.421956 45.370673 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148.861678 42.072254 \nL 149.11448 41.961678 \nL 149.225446 41.917559 \nL 149.467401 41.806535 \nL 149.578367 41.763868 \nL 149.832838 41.65318 \nL 149.943804 41.608056 \nL 150.215795 41.497368 \nL 150.326761 41.45135 \nL 150.629623 41.34055 \nL 150.740589 41.291964 \nL 151.0009 41.181722 \nL 151.111866 41.147544 \nL 151.365502 41.036521 \nL 151.476468 40.989163 \nL 151.755969 40.878363 \nL 151.866935 40.839829 \nL 152.112228 40.728805 \nL 152.222359 40.680219 \nL 152.488511 40.570312 \nL 152.599477 40.51871 \nL 152.8698 40.40858 \nL 152.8698 40.408245 \nL 152.980766 40.366695 \nL 153.293639 40.255672 \nL 153.404605 40.206638 \nL 153.682437 40.09595 \nL 153.793403 40.049151 \nL 154.095431 39.938574 \nL 154.205562 39.89412 \nL 154.480057 39.78332 \nL 154.591023 39.739201 \nL 154.899725 39.628848 \nL 155.009856 39.583612 \nL 155.321896 39.473036 \nL 155.432862 39.429364 \nL 155.755748 39.318452 \nL 155.866714 39.278242 \nL 156.185428 39.167442 \nL 156.296394 39.117404 \nL 156.607599 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70.057527 135.516046 \nL 70.117599 135.405176 \nL 70.22773 135.188841 \nL 70.291139 135.085176 \nL 70.291139 135.079173 \nL 70.401271 134.868641 \nL 70.461343 134.775183 \nL 70.461343 134.762775 \nL 70.571474 134.555445 \nL 70.629877 134.446377 \nL 70.740009 134.266665 \nL 70.793406 134.161599 \nL 70.903538 133.929054 \nL 70.960272 133.818185 \nL 71.070404 133.640874 \nL 71.13715 133.5218 \nL 71.247282 133.352294 \nL 71.295673 133.248429 \nL 71.405804 133.056108 \nL 71.459202 132.948641 \nL 71.569333 132.728104 \nL 71.617724 132.617234 \nL 71.727856 132.398297 \nL 71.804614 132.288429 \nL 71.914746 132.111918 \nL 71.956462 132.004852 \nL 71.956462 132.004251 \nL 72.066594 131.817334 \nL 72.140015 131.706665 \nL 72.250147 131.485927 \nL 72.301875 131.376659 \nL 72.301875 131.374858 \nL 72.412007 131.217359 \nL 72.483759 131.107091 \nL 72.593891 130.911768 \nL 72.687336 130.8021 \nL 72.797467 130.616984 \nL 72.869219 130.506515 \nL 72.979351 130.337009 \nL 73.022736 130.231744 \nL 73.132868 130.043826 \nL 73.219638 129.934958 \nL 73.32977 129.722425 \nL 73.406528 129.611956 \nL 73.51666 129.404026 \nL 73.573394 129.296359 \nL 73.683526 129.108442 \nL 73.753609 128.999373 \nL 73.863741 128.771231 \nL 73.940499 128.663163 \nL 73.940499 128.661362 \nL 74.050631 128.48145 \nL 74.120715 128.376384 \nL 74.120715 128.371981 \nL 74.230846 128.165252 \nL 74.285912 128.059186 \nL 74.396044 127.907491 \nL 74.466127 127.800624 \nL 74.576259 127.575684 \nL 74.634662 127.464814 \nL 74.744794 127.311319 \nL 74.81154 127.20105 \nL 74.921672 127.016334 \nL 75.005105 126.910068 \nL 75.113568 126.747966 \nL 75.183651 126.637698 \nL 75.293783 126.43297 \nL 75.358861 126.326903 \nL 75.358861 126.324702 \nL 75.468992 126.184414 \nL 75.544082 126.074145 \nL 75.654214 125.90564 \nL 75.734309 125.795171 \nL 75.844441 125.592044 \nL 75.927874 125.483376 \nL 75.927874 125.481975 \nL 76.038005 125.268242 \nL 76.139794 125.157773 \nL 76.249925 124.988067 \nL 76.315003 124.878398 \nL 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119.40878 \nL 79.93099 119.263089 \nL 80.00608 119.154621 \nL 80.00608 119.15222 \nL 80.116211 119.016735 \nL 80.186295 118.907667 \nL 80.296426 118.710944 \nL 80.381528 118.601476 \nL 80.49166 118.395947 \nL 80.550063 118.28788 \nL 80.660194 118.127379 \nL 80.713592 118.018712 \nL 80.823723 117.818987 \nL 80.893807 117.708318 \nL 80.893807 117.707917 \nL 81.003938 117.553221 \nL 81.080697 117.443552 \nL 81.190828 117.267042 \nL 81.2509 117.156172 \nL 81.361032 117.009881 \nL 81.456145 116.889406 \nL 81.566277 116.694484 \nL 81.651379 116.583415 \nL 81.76151 116.457336 \nL 81.854955 116.349068 \nL 81.965087 116.157749 \nL 82.030164 116.049081 \nL 82.030164 116.04848 \nL 82.140296 115.894984 \nL 82.220392 115.786316 \nL 82.330523 115.594797 \nL 82.403944 115.483927 \nL 82.514076 115.348643 \nL 82.594172 115.243577 \nL 82.594172 115.237574 \nL 82.704303 115.090682 \nL 82.784399 114.986016 \nL 82.784399 114.980813 \nL 82.894531 114.818111 \nL 82.971289 114.707242 \nL 83.08142 114.519725 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104.380389 \nL 90.538663 104.273122 \nL 90.648795 104.109419 \nL 90.748914 103.99895 \nL 90.859046 103.851058 \nL 90.939142 103.74219 \nL 91.049273 103.595298 \nL 91.139381 103.485029 \nL 91.249513 103.34254 \nL 91.306247 103.234873 \nL 91.416379 103.10219 \nL 91.499812 102.991521 \nL 91.609943 102.859839 \nL 91.701719 102.74997 \nL 91.811851 102.614485 \nL 91.90029 102.503616 \nL 92.010422 102.370333 \nL 92.093855 102.260464 \nL 92.203986 102.119776 \nL 92.307443 102.011508 \nL 92.415906 101.891233 \nL 92.517694 101.780364 \nL 92.627826 101.633872 \nL 92.716265 101.522803 \nL 92.826397 101.348694 \nL 92.916504 101.237825 \nL 93.026636 101.11775 \nL 93.113406 101.006681 \nL 93.223538 100.86219 \nL 93.325326 100.753923 \nL 93.435458 100.630646 \nL 93.545589 100.520977 \nL 93.655721 100.41371 \nL 93.739154 100.302641 \nL 93.849285 100.193572 \nL 93.952742 100.070295 \nL 94.062874 99.937813 \nL 94.149644 99.829945 \nL 94.259776 99.699664 \nL 94.363233 99.588594 \nL 94.471696 99.492534 \nL 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99.007114 94.379939 \nL 99.117246 94.246256 \nL 99.215697 94.137388 \nL 99.325828 94.02832 \nL 99.427617 93.91725 \nL 99.537748 93.770759 \nL 99.624519 93.659689 \nL 99.732981 93.554824 \nL 99.8598 93.443955 \nL 99.969931 93.325681 \nL 100.080063 93.214611 \nL 100.190194 93.10134 \nL 100.283639 92.992673 \nL 100.393771 92.862991 \nL 100.487216 92.751922 \nL 100.595679 92.646256 \nL 100.69413 92.535387 \nL 100.804261 92.38049 \nL 100.907718 92.270221 \nL 101.01785 92.130734 \nL 101.112964 92.021065 \nL 101.221426 91.911597 \nL 101.334895 91.803329 \nL 101.445027 91.669846 \nL 101.56517 91.560978 \nL 101.56517 91.558977 \nL 101.675302 91.461716 \nL 101.792108 91.354249 \nL 101.90224 91.221166 \nL 102.002359 91.110897 \nL 102.112491 90.950596 \nL 102.232635 90.841328 \nL 102.232635 90.840728 \nL 102.342766 90.719652 \nL 102.441217 90.609383 \nL 102.551349 90.482504 \nL 102.67483 90.372835 \nL 102.784961 90.260765 \nL 102.903436 90.153498 \nL 103.013568 90.035024 \nL 103.145392 89.926556 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85.521804 \nL 107.675804 85.411535 \nL 107.785936 85.328283 \nL 107.899405 85.222017 \nL 108.009536 85.108546 \nL 108.136355 84.998077 \nL 108.246486 84.885806 \nL 108.37831 84.775938 \nL 108.488442 84.652861 \nL 108.593568 84.542992 \nL 108.703699 84.431122 \nL 108.823843 84.320453 \nL 108.933974 84.223393 \nL 109.072473 84.113924 \nL 109.182605 84.015062 \nL 109.321103 83.905194 \nL 109.431235 83.785519 \nL 109.533023 83.677051 \nL 109.643155 83.558777 \nL 109.754955 83.449509 \nL 109.865087 83.347445 \nL 109.98523 83.237176 \nL 110.095362 83.122705 \nL 110.215505 83.016438 \nL 110.215505 83.011635 \nL 110.325637 82.921979 \nL 110.437437 82.81131 \nL 110.547569 82.728458 \nL 110.676056 82.617389 \nL 110.786187 82.525331 \nL 110.902993 82.414862 \nL 111.013125 82.311198 \nL 111.141612 82.200128 \nL 111.248406 82.103468 \nL 111.398586 81.9946 \nL 111.508717 81.887933 \nL 111.635535 81.778265 \nL 111.745667 81.664594 \nL 111.855798 81.553924 \nL 111.96593 81.457264 \nL 112.07773 81.346195 \nL 112.187862 81.25854 \nL 112.291319 81.148071 \nL 112.40145 81.037802 \nL 112.553298 80.927733 \nL 112.66343 80.838077 \nL 112.771893 80.728609 \nL 112.882025 80.609734 \nL 113.008843 80.505069 \nL 113.118974 80.401604 \nL 113.220763 80.291135 \nL 113.330894 80.190672 \nL 113.426008 80.080404 \nL 113.536139 79.988346 \nL 113.654614 79.878878 \nL 113.764746 79.779616 \nL 113.903245 79.670147 \nL 114.013376 79.560479 \nL 114.126845 79.45001 \nL 114.236977 79.37016 \nL 114.353783 79.262893 \nL 114.463914 79.184043 \nL 114.595739 79.072974 \nL 114.70587 78.98712 \nL 114.829351 78.878052 \nL 114.829351 78.876051 \nL 114.939483 78.790397 \nL 115.07965 78.680129 \nL 115.189782 78.588271 \nL 115.314931 78.477202 \nL 115.425063 78.372536 \nL 115.581917 78.261467 \nL 115.692048 78.166007 \nL 115.828879 78.05874 \nL 115.828879 78.056939 \nL 115.93901 77.977489 \nL 116.122563 77.86702 \nL 116.232694 77.782768 \nL 116.331145 77.676101 \nL 116.441277 77.556827 \nL 116.576438 77.446157 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121.500655 73.313575 \nL 121.610786 73.224719 \nL 121.737605 73.115651 \nL 121.847736 73.025795 \nL 122.002922 72.914726 \nL 122.113053 72.812462 \nL 122.269907 72.701592 \nL 122.380039 72.611536 \nL 122.525212 72.50567 \nL 122.635344 72.406808 \nL 122.753819 72.298541 \nL 122.86395 72.212287 \nL 123.03916 72.101618 \nL 123.149291 72.000755 \nL 123.266097 71.890486 \nL 123.376229 71.78562 \nL 123.511391 71.676752 \nL 123.621522 71.590898 \nL 123.770033 71.480429 \nL 123.880164 71.370961 \nL 124.038687 71.260092 \nL 124.148819 71.175439 \nL 124.267294 71.064569 \nL 124.377425 71.00133 \nL 124.507581 70.890461 \nL 124.617712 70.797803 \nL 124.741193 70.686733 \nL 124.851325 70.606883 \nL 125.004842 70.497215 \nL 125.114973 70.397753 \nL 125.278502 70.289885 \nL 125.388633 70.21784 \nL 125.520458 70.109573 \nL 125.630589 70.038728 \nL 125.785775 69.928059 \nL 125.895906 69.862018 \nL 126.032736 69.751949 \nL 126.142868 69.651687 \nL 126.309734 69.540817 \nL 126.419865 69.446758 \nL 126.583394 69.335689 \nL 126.693526 69.250236 \nL 126.865398 69.141168 \nL 126.973861 69.051311 \nL 127.117365 68.940842 \nL 127.227497 68.854588 \nL 127.381014 68.746121 \nL 127.491145 68.63325 \nL 127.646331 68.524182 \nL 127.646331 68.523181 \nL 127.756462 68.45754 \nL 127.931672 68.347472 \nL 128.041803 68.271224 \nL 128.186977 68.160755 \nL 128.292102 68.080305 \nL 128.428932 67.969235 \nL 128.539064 67.879179 \nL 128.715942 67.76951 \nL 128.826074 67.683657 \nL 128.997946 67.574388 \nL 129.108077 67.489535 \nL 129.259925 67.378466 \nL 129.370057 67.293613 \nL 129.51523 67.185545 \nL 129.625362 67.087484 \nL 129.763861 66.976815 \nL 129.873992 66.905771 \nL 130.00081 66.794701 \nL 130.110942 66.721455 \nL 130.234423 66.610986 \nL 130.342886 66.525933 \nL 130.508083 66.415064 \nL 130.618215 66.336615 \nL 130.770063 66.226346 \nL 130.880194 66.149698 \nL 131.018693 66.039429 \nL 131.128825 65.954976 \nL 131.304034 65.845108 \nL 131.412497 65.758654 \nL 131.581032 65.647584 \nL 131.689495 65.584945 \nL 131.858029 65.474076 \nL 131.968161 65.382819 \nL 132.136696 65.27295 \nL 132.246827 65.184295 \nL 132.40535 65.074026 \nL 132.515481 65.007384 \nL 132.67901 64.900117 \nL 132.67901 64.898917 \nL 132.789142 64.796853 \nL 132.924303 64.685783 \nL 133.034435 64.619542 \nL 133.227999 64.508873 \nL 133.338131 64.432225 \nL 133.506666 64.322756 \nL 133.616797 64.241706 \nL 133.835392 64.130837 \nL 133.945523 64.059592 \nL 134.115727 63.951925 \nL 134.225858 63.866872 \nL 134.384381 63.757003 \nL 134.494513 63.67235 \nL 134.646361 63.562681 \nL 134.756492 63.48003 \nL 134.945051 63.370161 \nL 135.055182 63.284308 \nL 135.218711 63.17604 \nL 135.328843 63.093989 \nL 135.507389 62.98412 \nL 135.617521 62.905671 \nL 135.812754 62.796002 \nL 135.922886 62.725758 \nL 136.086414 62.615089 \nL 136.196546 62.541844 \nL 136.360075 62.431775 \nL 136.470206 62.364933 \nL 136.617048 62.255264 \nL 136.72718 62.16761 \nL 136.895715 62.060143 \nL 137.005846 61.973689 \nL 137.182724 61.862819 \nL 137.291187 61.782169 \nL 137.448041 61.671099 \nL 137.558173 61.588248 \nL 137.756743 61.477578 \nL 137.866875 61.390924 \nL 138.018723 61.281056 \nL 138.128855 61.199605 \nL 138.30907 61.088936 \nL 138.419202 61.036503 \nL 138.594411 60.925634 \nL 138.704542 60.865996 \nL 138.896438 60.757128 \nL 139.00657 60.677078 \nL 139.165093 60.566209 \nL 139.275224 60.478754 \nL 139.418729 60.368285 \nL 139.528861 60.272225 \nL 139.735775 60.161756 \nL 139.845906 60.099317 \nL 140.004429 59.990849 \nL 140.11456 59.92781 \nL 140.293107 59.818141 \nL 140.293107 59.817341 \nL 140.403239 59.744896 \nL 140.591797 59.634026 \nL 140.701929 59.562382 \nL 140.892156 59.455515 \nL 141.002288 59.394277 \nL 141.165816 59.283607 \nL 141.275948 59.206759 \nL 141.477856 59.09629 \nL 141.587987 59.042857 \nL 141.763197 58.932588 \nL 141.873328 58.863745 \nL 142.075236 58.754477 \nL 142.185368 58.680431 \nL 142.353903 58.569361 \nL 142.464034 58.498317 \nL 142.637575 58.387848 \nL 142.747706 58.324408 \nL 142.967969 58.21514 \nL 143.078101 58.137291 \nL 143.263322 58.032826 \nL 143.373454 57.947372 \nL 143.568687 57.837104 \nL 143.678819 57.764458 \nL 143.869046 57.654389 \nL 143.979178 57.585346 \nL 144.141038 57.476078 \nL 144.251169 57.401832 \nL 144.428047 57.290762 \nL 144.538179 57.228323 \nL 144.755105 57.119655 \nL 144.755105 57.117454 \nL 144.863568 57.061819 \nL 145.075487 56.95195 \nL 145.185619 56.886309 \nL 145.400876 56.77524 \nL 145.511008 56.690787 \nL 145.69456 56.582119 \nL 145.804692 56.526084 \nL 145.979901 56.415615 \nL 146.090033 56.357779 \nL 146.28026 56.24771 \nL 146.390392 56.170862 \nL 146.573944 56.061394 \nL 146.684076 55.998955 \nL 146.874303 55.888686 \nL 146.984435 55.816441 \nL 147.144626 55.707373 \nL 147.254758 55.626522 \nL 147.471684 55.517054 \nL 147.581815 55.438405 \nL 147.785392 55.329737 \nL 147.895523 55.268899 \nL 148.0991 55.15863 \nL 148.209231 55.09579 \nL 148.456193 54.984921 \nL 148.566325 54.924283 \nL 148.766564 54.814615 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155.391145 51.399681 \nL 155.614746 51.289012 \nL 155.723209 51.229975 \nL 155.945141 51.118905 \nL 156.055272 51.060069 \nL 156.298897 50.948999 \nL 156.409028 50.898968 \nL 156.610936 50.788099 \nL 156.721068 50.731463 \nL 156.914632 50.621995 \nL 157.024764 50.573965 \nL 157.265051 50.463095 \nL 157.375182 50.398655 \nL 157.570416 50.288186 \nL 157.675541 50.237755 \nL 157.899142 50.127085 \nL 158.007605 50.077454 \nL 158.257904 49.967586 \nL 158.368035 49.913352 \nL 158.608322 49.805284 \nL 158.718454 49.746047 \nL 159.007132 49.63858 \nL 159.117264 49.564934 \nL 159.335858 49.453865 \nL 159.44599 49.41364 \nL 159.681271 49.303771 \nL 159.789734 49.258743 \nL 160.020009 49.149875 \nL 160.126803 49.101845 \nL 160.382108 48.992376 \nL 160.49224 48.930738 \nL 160.732527 48.820869 \nL 160.842658 48.778243 \nL 161.067928 48.668774 \nL 161.178059 48.609137 \nL 161.421684 48.499268 \nL 161.531815 48.444434 \nL 161.760422 48.333965 \nL 161.870553 48.279731 \nL 162.09916 48.169262 \nL 162.209291 48.115629 \nL 162.451247 48.004559 \nL 162.561379 47.949525 \nL 162.840045 47.838455 \nL 162.950176 47.787223 \nL 163.198807 47.676154 \nL 163.308938 47.626323 \nL 163.552563 47.515854 \nL 163.662694 47.473227 \nL 163.906319 47.364359 \nL 164.01645 47.323534 \nL 164.260075 47.214265 \nL 164.368538 47.164034 \nL 164.608825 47.052964 \nL 164.718956 47.002733 \nL 164.957575 46.892264 \nL 165.067706 46.839431 \nL 165.301319 46.729562 \nL 165.41145 46.672727 \nL 165.683442 46.561858 \nL 165.793574 46.51763 \nL 166.037198 46.406961 \nL 166.14733 46.369938 \nL 166.380942 46.259068 \nL 166.491074 46.214841 \nL 166.749716 46.104972 \nL 166.859847 46.063146 \nL 167.116821 45.952076 \nL 167.226953 45.906648 \nL 167.445547 45.795579 \nL 167.555679 45.743346 \nL 167.810984 45.632477 \nL 167.921115 45.583046 \nL 168.198113 45.472377 \nL 168.308245 45.424747 \nL 168.558544 45.314078 \nL 168.667007 45.272252 \nL 168.915637 45.161582 \nL 169.0241 45.118355 \nL 169.274399 45.009487 \nL 169.382862 44.959856 \nL 169.666534 44.848987 \nL 169.776666 44.800557 \nL 170.046989 44.689487 \nL 170.155452 44.646661 \nL 170.405751 44.535992 \nL 170.515882 44.493365 \nL 170.769519 44.382496 \nL 170.87965 44.324459 \nL 171.139961 44.215992 \nL 171.250093 44.163559 \nL 171.555458 44.052489 \nL 171.665589 44.016667 \nL 171.974291 43.905798 \nL 172.082754 43.852364 \nL 172.319704 43.741295 \nL 172.429836 43.70067 \nL 172.655105 43.5896 \nL 172.765236 43.547574 \nL 173.013867 43.437705 \nL 173.123998 43.385072 \nL 173.406002 43.274003 \nL 173.516133 43.231576 \nL 173.78145 43.120507 \nL 173.891582 43.088887 \nL 174.183597 42.978818 \nL 174.293729 42.936592 \nL 174.597425 42.826523 \nL 174.707557 42.77349 \nL 175.034614 42.663021 \nL 175.144746 42.616792 \nL 175.46346 42.505923 \nL 175.573592 42.448887 \nL 175.858932 42.339219 \nL 175.965727 42.303797 \nL 176.257742 42.193127 \nL 176.367874 42.156705 \nL 176.633191 42.045635 \nL 176.743322 41.995804 \nL 177.028663 41.885535 \nL 177.138795 41.847912 \nL 177.425804 41.739244 \nL 177.535936 41.694616 \nL 177.811265 41.585948 \nL 177.921397 41.536517 \nL 178.226761 41.426048 \nL 178.226761 41.425648 \nL 178.335224 41.385022 \nL 178.668956 41.273953 \nL 178.777419 41.231527 \nL 179.099471 41.120857 \nL 179.206265 41.075629 \nL 179.545003 40.96456 \nL 179.655135 40.920932 \nL 179.97218 40.810263 \nL 180.082312 40.75623 \nL 180.38267 40.646161 \nL 180.492802 40.603134 \nL 180.83154 40.492064 \nL 180.941672 40.45364 \nL 181.237025 40.343572 \nL 181.347156 40.300745 \nL 181.645846 40.191677 \nL 181.755978 40.146849 \nL 182.046325 40.035979 \nL 182.156456 39.983747 \nL 182.455147 39.872677 \nL 182.563609 39.837455 \nL 182.82392 39.726786 \nL 182.934052 39.689963 \nL 183.234411 39.578894 \nL 183.344542 39.539069 \nL 183.711648 39.4292 \nL 183.821779 39.386374 \nL 184.15718 39.275904 \nL 184.265643 39.234879 \nL 184.544309 39.12401 \nL 184.654441 39.077581 \nL 185.008197 38.967312 \nL 185.118328 38.925886 \nL 185.483765 38.814816 \nL 185.593897 38.779594 \nL 185.892587 38.668525 \nL 186.002718 38.613491 \nL 186.308083 38.503222 \nL 186.418215 38.460995 \nL 186.730254 38.349926 \nL 186.840386 38.306098 \nL 187.144082 38.195229 \nL 187.254214 38.157606 \nL 187.617981 38.048337 \nL 187.728113 38.006911 \nL 188.06852 37.896042 \nL 188.175314 37.85982 \nL 188.565781 37.74915 \nL 188.675912 37.712928 \nL 189.026331 37.602659 \nL 189.133125 37.565636 \nL 189.470194 37.454566 \nL 189.580326 37.415742 \nL 189.939088 37.305473 \nL 190.049219 37.267449 \nL 190.364596 37.15658 \nL 190.474728 37.113753 \nL 190.803454 37.004085 \nL 190.913586 36.96466 \nL 191.225625 36.854391 \nL 191.335757 36.807362 \nL 191.634447 36.696693 \nL 191.74291 36.65967 \nL 192.136714 36.5486 \nL 192.246845 36.513378 \nL 192.63898 36.402309 \nL 192.749112 36.368688 \nL 193.08785 36.257818 \nL 193.196313 36.227199 \nL 193.541725 36.11633 \nL 193.646851 36.085511 \nL 194.005613 35.975042 \nL 194.115745 35.937618 \nL 194.469501 35.826949 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204.806851 32.854892 \nL 205.202324 32.744823 \nL 205.312455 32.716005 \nL 205.752981 32.604936 \nL 205.861444 32.576718 \nL 206.310314 32.465849 \nL 206.41544 32.429026 \nL 206.789219 32.319758 \nL 206.896014 32.29114 \nL 207.291486 32.18007 \nL 207.401618 32.149251 \nL 207.787078 32.038582 \nL 207.895541 32.017769 \nL 208.322718 31.9071 \nL 208.431181 31.877881 \nL 208.881719 31.767412 \nL 208.990182 31.743998 \nL 209.410685 31.634329 \nL 209.520816 31.599908 \nL 209.96468 31.488838 \nL 210.074812 31.457619 \nL 210.552048 31.346549 \nL 210.660511 31.316731 \nL 211.156103 31.205661 \nL 211.261229 31.18805 \nL 211.703424 31.077581 \nL 211.811887 31.049364 \nL 212.275775 30.938494 \nL 212.385906 30.917081 \nL 212.793059 30.806412 \nL 212.899853 30.773791 \nL 213.332036 30.663122 \nL 213.442168 30.630302 \nL 213.892706 30.519232 \nL 214.002838 30.485611 \nL 214.4734 30.374542 \nL 214.583532 30.351127 \nL 215.054094 30.241259 \nL 215.164225 30.204236 \nL 215.629782 30.093366 \nL 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114.703717 \nL 81.02613 114.485992 \nL 81.106054 114.378442 \nL 81.215338 114.199191 \nL 81.280582 114.089017 \nL 81.388235 113.965727 \nL 81.489363 113.864297 \nL 81.600278 113.6798 \nL 81.685095 113.568752 \nL 81.794379 113.422728 \nL 81.867779 113.313429 \nL 81.975431 113.20238 \nL 82.039044 113.093955 \nL 82.149959 112.909458 \nL 82.200523 112.800159 \nL 82.306545 112.620908 \nL 82.406042 112.50986 \nL 82.516957 112.341101 \nL 82.596881 112.231802 \nL 82.707796 112.055174 \nL 82.808924 111.945 \nL 82.919839 111.786735 \nL 82.985083 111.675687 \nL 83.095998 111.512175 \nL 83.179185 111.401127 \nL 83.2901 111.283083 \nL 83.363499 111.17291 \nL 83.474414 111.053992 \nL 83.544551 110.944692 \nL 83.655466 110.814408 \nL 83.743546 110.707731 \nL 83.849568 110.553838 \nL 83.945803 110.44279 \nL 84.056718 110.258292 \nL 84.151321 110.155988 \nL 84.262236 110.016959 \nL 84.358471 109.910283 \nL 84.469386 109.733655 \nL 84.542786 109.622607 \nL 84.653701 109.47396 \nL 84.753198 109.362912 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88.75266 104.016861 \nL 88.822798 103.906687 \nL 88.933713 103.764161 \nL 89.021792 103.654861 \nL 89.132707 103.512335 \nL 89.235466 103.401287 \nL 89.346381 103.237775 \nL 89.44751 103.126727 \nL 89.558425 102.971959 \nL 89.649766 102.863534 \nL 89.760681 102.732375 \nL 89.868334 102.623075 \nL 89.979249 102.526017 \nL 90.070591 102.414969 \nL 90.179874 102.310916 \nL 90.282634 102.199868 \nL 90.391918 102.079202 \nL 90.506095 101.968153 \nL 90.61701 101.857105 \nL 90.732818 101.750429 \nL 90.843733 101.598284 \nL 90.931813 101.490734 \nL 91.042727 101.311483 \nL 91.147118 101.201309 \nL 91.258033 101.074522 \nL 91.354268 100.965222 \nL 91.465183 100.828817 \nL 91.561418 100.720392 \nL 91.672333 100.57087 \nL 91.763675 100.461571 \nL 91.871327 100.276199 \nL 91.970825 100.166025 \nL 92.081739 100.017378 \nL 92.17145 99.90633 \nL 92.282365 99.753311 \nL 92.362289 99.646635 \nL 92.471573 99.533838 \nL 92.559652 99.424538 \nL 92.668936 99.298626 \nL 92.757016 99.188452 \nL 92.867931 99.043302 \nL 92.957641 98.934003 \nL 93.068556 98.795848 \nL 93.159898 98.689172 \nL 93.270813 98.52566 \nL 93.375203 98.414612 \nL 93.486118 98.271211 \nL 93.59214 98.160163 \nL 93.701424 98.001898 \nL 93.812339 97.89085 \nL 93.923254 97.783299 \nL 94.042324 97.673125 \nL 94.153239 97.520981 \nL 94.254367 97.409932 \nL 94.365282 97.292763 \nL 94.474566 97.181715 \nL 94.58385 97.052305 \nL 94.676823 96.942131 \nL 94.787738 96.845948 \nL 94.887235 96.734899 \nL 94.99815 96.561769 \nL 95.112327 96.45247 \nL 95.223242 96.333552 \nL 95.30969 96.225127 \nL 95.418974 96.073857 \nL 95.53152 95.964557 \nL 95.640804 95.808915 \nL 95.730515 95.70049 \nL 95.84143 95.57108 \nL 95.953976 95.460906 \nL 96.064891 95.321003 \nL 96.179068 95.210829 \nL 96.289983 95.098906 \nL 96.399266 94.989607 \nL 96.510181 94.840086 \nL 96.590105 94.729037 \nL 96.70102 94.617115 \nL 96.820091 94.513936 \nL 96.931006 94.388023 \nL 97.01093 94.276975 \nL 97.121845 94.123082 \nL 97.268644 94.012908 \nL 97.374665 93.899236 \nL 97.487212 93.789937 \nL 97.598126 93.652657 \nL 97.695993 93.541609 \nL 97.806908 93.411324 \nL 97.94392 93.307271 \nL 98.053204 93.198846 \nL 98.139652 93.089547 \nL 98.247305 92.982871 \nL 98.400629 92.872697 \nL 98.508281 92.775639 \nL 98.632245 92.664591 \nL 98.74316 92.514195 \nL 98.818191 92.40577 \nL 98.929106 92.278983 \nL 99.031865 92.172306 \nL 99.14278 92.071751 \nL 99.258588 91.960703 \nL 99.369503 91.838287 \nL 99.464107 91.740355 \nL 99.573391 91.594331 \nL 99.685937 91.485906 \nL 99.796852 91.377481 \nL 99.89798 91.267308 \nL 100.008895 91.145767 \nL 100.106761 91.03909 \nL 100.216045 90.933289 \nL 100.336747 90.823989 \nL 100.447662 90.688458 \nL 100.530848 90.579159 \nL 100.640132 90.475106 \nL 100.77062 90.364058 \nL 100.881535 90.219782 \nL 100.997343 90.110483 \nL 101.108258 89.994188 \nL 101.224066 89.88314 \nL 101.334981 89.774715 \nL 101.42143 89.665416 \nL 101.530713 89.52901 \nL 101.679144 89.419711 \nL 101.790059 89.285929 \nL 101.879769 89.176629 \nL 101.990684 89.061209 \nL 102.082026 88.951035 \nL 102.192941 88.838238 \nL 102.313642 88.728065 \nL 102.421295 88.637127 \nL 102.528948 88.527828 \nL 102.636601 88.429021 \nL 102.757302 88.321471 \nL 102.863324 88.227036 \nL 102.957928 88.116862 \nL 103.067212 88.008437 \nL 103.147136 87.900012 \nL 103.256419 87.784592 \nL 103.364072 87.677042 \nL 103.473356 87.572989 \nL 103.602213 87.462815 \nL 103.713128 87.351767 \nL 103.814256 87.243342 \nL 103.92354 87.13754 \nL 104.027931 87.029115 \nL 104.137214 86.92856 \nL 104.272596 86.820135 \nL 104.383511 86.720454 \nL 104.505844 86.612029 \nL 104.616758 86.502729 \nL 104.714625 86.392555 \nL 104.825539 86.279759 \nL 104.936454 86.169585 \nL 105.047369 86.091764 \nL 105.159915 85.983339 \nL 105.269199 85.890653 \nL 105.386639 85.783977 \nL 105.497554 85.676426 \nL 105.588895 85.568875 \nL 105.69981 85.435093 \nL 105.796045 85.327542 \nL 105.90696 85.218243 \nL 106.024399 85.110692 \nL 106.135314 85.002267 \nL 106.273958 84.892094 \nL 106.383242 84.755688 \nL 106.515361 84.645514 \nL 106.626276 84.545833 \nL 106.743715 84.435659 \nL 106.852999 84.314119 \nL 106.968808 84.20307 \nL 107.079722 84.120003 \nL 107.17922 84.008955 \nL 107.290135 83.89266 \nL 107.418992 83.788607 \nL 107.528276 83.664443 \nL 107.627773 83.56039 \nL 107.737057 83.441472 \nL 107.888749 83.333047 \nL 107.996402 83.232492 \nL 108.108948 83.124067 \nL 108.216601 83.035753 \nL 108.347089 82.924705 \nL 108.454741 82.832019 \nL 108.565656 82.72272 \nL 108.676571 82.609048 \nL 108.79238 82.504121 \nL 108.900032 82.392198 \nL 109.037045 82.28115 \nL 109.14796 82.174474 \nL 109.294759 82.0643 \nL 109.405674 81.96287 \nL 109.506802 81.852697 \nL 109.616086 81.766132 \nL 109.733525 81.657707 \nL 109.84444 81.5589 \nL 109.973297 81.451349 \nL 110.084212 81.346422 \nL 110.200021 81.235374 \nL 110.310936 81.127823 \nL 110.416957 81.019398 \nL 110.527872 80.893485 \nL 110.640418 80.782437 \nL 110.751333 80.693249 \nL 110.885083 80.584824 \nL 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120.945721 72.237849 \nL 121.072947 72.127676 \nL 121.182231 72.039362 \nL 121.301301 71.929188 \nL 121.412216 71.84 \nL 121.53618 71.732449 \nL 121.647095 71.638889 \nL 121.811836 71.527841 \nL 121.922751 71.424662 \nL 122.06955 71.314488 \nL 122.180465 71.250657 \nL 122.343575 71.139609 \nL 122.45449 71.046923 \nL 122.642067 70.935875 \nL 122.751351 70.855431 \nL 122.909568 70.744383 \nL 123.020482 70.649074 \nL 123.168913 70.538025 \nL 123.279828 70.450586 \nL 123.424996 70.348282 \nL 123.535911 70.266963 \nL 123.69739 70.156789 \nL 123.808305 70.079842 \nL 123.963259 69.970543 \nL 124.074174 69.871736 \nL 124.225867 69.761563 \nL 124.335151 69.664505 \nL 124.460746 69.556954 \nL 124.571661 69.46864 \nL 124.728246 69.357592 \nL 124.835899 69.264032 \nL 125.016951 69.15823 \nL 125.127866 69.090902 \nL 125.255092 68.980728 \nL 125.366007 68.882796 \nL 125.501389 68.772622 \nL 125.610673 68.709666 \nL 125.796618 68.599492 \nL 125.905902 68.520796 \nL 126.078799 68.412371 \nL 126.188083 68.347666 \nL 126.30226 68.236618 \nL 126.409912 68.188526 \nL 126.590965 68.077478 \nL 126.70188 67.983918 \nL 126.82095 67.87287 \nL 126.931865 67.788928 \nL 127.134122 67.678754 \nL 127.23525 67.620169 \nL 127.417934 67.509121 \nL 127.525586 67.394575 \nL 127.727843 67.287025 \nL 127.837127 67.225817 \nL 128.006761 67.12089 \nL 128.116045 67.040445 \nL 128.244902 66.930272 \nL 128.355817 66.844581 \nL 128.527083 66.735282 \nL 128.637998 66.668828 \nL 128.799477 66.557779 \nL 128.910392 66.465094 \nL 129.075133 66.35492 \nL 129.186048 66.295461 \nL 129.370363 66.185287 \nL 129.481278 66.098722 \nL 129.683534 65.987674 \nL 129.794449 65.925592 \nL 129.934724 65.816293 \nL 130.040746 65.750713 \nL 130.200594 65.641414 \nL 130.311509 65.549602 \nL 130.492561 65.438554 \nL 130.603476 65.349366 \nL 130.735595 65.239192 \nL 130.844879 65.167491 \nL 130.98026 65.059066 \nL 131.089544 64.987366 \nL 131.24613 64.876318 \nL 131.357045 64.784506 \nL 131.556039 64.673458 \nL 131.665323 64.595637 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "for exp,sn in zip(experiment_names,short_names):\n",
    "    fpr = np.load(roc_dir/f'{exp}_fpr.npy')\n",
    "    tpr = np.load(roc_dir/f'{exp}_tpr.npy')\n",
    "    labels = np.load(roc_dir/f'{exp}_all_labels.npy')\n",
    "    preds = np.load(roc_dir/f'{exp}_all_preds.npy')\n",
    "    print(sn,roc_auc_score(labels,preds))\n",
    "    plt.plot(fpr,tpr,label=sn)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}